Acoustic Classification on DeepShip
75.3AccuracyDual Full Fine-Tune
Evaluation results
| Method | Links | |
|---|---|---|
| Dual Full Fine-Tune# Parameters (k)=175.5 × 1032026.06 | 75.3 | |
| AST# Parameters (k)=85.3 × 1032026.06 | 72.3 | |
| CNN14# Parameters (k)=79.7 × 1032026.06 | 71.2 | |
| Dual LoRA# Parameters (k)=104.5 / 106.02026.06 | 71.2 | |
| ConvNeXtV2-tiny# Parameters (k)=27.9 × 1032026.06 | 71.1 | |
| Dual HPT# Parameters (k)=104.7 / 106.32026.06 | 71.1 | |
| SSAST# Parameters (k)=85.3 × 1032026.06 | 71 | |
| HPTbins=8, site=MHSA, Params=11.0K2025.04 | 70.4 | |
| Full fine tuneParams=86.9M2025.04 | 70.01 | |
| HPTbins=16, site=MHSA, Params=17.2K2025.04 | 70 | |
| HPTbins=4, site=MHSA, Params=7.9K2025.04 | 69.8 | |
| SSFconfig=MHSA & FFN, Params=21.8K2025.04 | 68.4 | |
| LoRArank=6, Params=14.1K2025.04 | 68.01 | |
| SSFconfig=MHSA, Params=12.5K2025.04 | 67.9 | |
| AVES# Parameters (k)=90.2 × 1032026.06 | 67.9 | |
| LoRArank=12, Params=23.3K2025.04 | 67.8 | |
| Linear probeParams=4.9K2025.04 | 66.2 | |
| SSFconfig=LayerNorm, Params=6.4K2025.04 | 66.2 | |
| SSATKDFramework=torchdistill [76], Teacher architectures=averaged over six, Independent runs=three2025.01 | 65.49 | |
| ResNet-50# Parameters (k)=23.5 × 1032026.06 | 64.3 | |
| CCKDFramework=torchdistill [76], Teacher architectures=averaged over six, Independent runs=three2025.01 | 62.18 | |
| CRDFramework=torchdistill [76], Teacher architectures=averaged over six, Independent runs=three2025.01 | 61.41 | |
| SRDFramework=torchdistill [76], Teacher architectures=averaged over six, Independent runs=three2025.01 | 61.15 | |
| TF-KDFramework=torchdistill [76], Teacher architectures=averaged over six, Independent runs=three2025.01 | 60.13 | |
| PADFramework=torchdistill [76], Teacher architectures=averaged over six, Independent runs=three2025.01 | 57.34 |